1
|
Rinaldi S, Moroni E, Rozza R, Magistrato A. Frontiers and Challenges of Computing ncRNAs Biogenesis, Function and Modulation. J Chem Theory Comput 2024; 20:993-1018. [PMID: 38287883 DOI: 10.1021/acs.jctc.3c01239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2024]
Abstract
Non-coding RNAs (ncRNAs), generated from nonprotein coding DNA sequences, constitute 98-99% of the human genome. Non-coding RNAs encompass diverse functional classes, including microRNAs, small interfering RNAs, PIWI-interacting RNAs, small nuclear RNAs, small nucleolar RNAs, and long non-coding RNAs. With critical involvement in gene expression and regulation across various biological and physiopathological contexts, such as neuronal disorders, immune responses, cardiovascular diseases, and cancer, non-coding RNAs are emerging as disease biomarkers and therapeutic targets. In this review, after providing an overview of non-coding RNAs' role in cell homeostasis, we illustrate the potential and the challenges of state-of-the-art computational methods exploited to study non-coding RNAs biogenesis, function, and modulation. This can be done by directly targeting them with small molecules or by altering their expression by targeting the cellular engines underlying their biosynthesis. Drawing from applications, also taken from our work, we showcase the significance and role of computer simulations in uncovering fundamental facets of ncRNA mechanisms and modulation. This information may set the basis to advance gene modulation tools and therapeutic strategies to address unmet medical needs.
Collapse
Affiliation(s)
- Silvia Rinaldi
- National Research Council of Italy (CNR) - Institute of Chemistry of OrganoMetallic Compounds (ICCOM), c/o Area di Ricerca CNR di Firenze Via Madonna del Piano 10, 50019 Sesto Fiorentino, Florence, Italy
| | - Elisabetta Moroni
- National Research Council of Italy (CNR) - Institute of Chemical Sciences and Technologies (SCITEC), via Mario Bianco 9, 20131 Milano, Italy
| | - Riccardo Rozza
- National Research Council of Italy (CNR) - Institute of Material Foundry (IOM) c/o International School for Advanced Studies (SISSA), Via Bonomea, 265, 34136 Trieste, Italy
| | - Alessandra Magistrato
- National Research Council of Italy (CNR) - Institute of Material Foundry (IOM) c/o International School for Advanced Studies (SISSA), Via Bonomea, 265, 34136 Trieste, Italy
| |
Collapse
|
2
|
Wei Y, Guo D, Bai Y, Liu Z, Li J, Chen Z, Shi B, Zhao Z, Hu J, Han X, Wang J, Liu X, Li S, Zhao F. Transcriptome Analysis of mRNA and lncRNA Related to Muscle Growth and Development in Gannan Yak and Jeryak. Int J Mol Sci 2023; 24:16991. [PMID: 38069312 PMCID: PMC10707067 DOI: 10.3390/ijms242316991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 11/22/2023] [Accepted: 11/26/2023] [Indexed: 12/18/2023] Open
Abstract
The production performance of Jeryak, resulting from the F1 generation of the cross between Gannan yak and Jersey cattle, exhibits a significantly superior outcome compared with that of Gannan yak. Therefore, we used an RNA-seq approach to identify differentially expressed mRNAs (DEMs) and differentially expressed lncRNAs (DELs) influencing muscle growth and development in Gannan yaks and Jeryaks. A total of 304 differentially expressed lncRNAs and 1819 differentially expressed mRNAs were identified based on the screening criteria of |log 2 FC| > 1 and FDR < 0.05. Among these, 132 lncRNAs and 1081 mRNAs were found to be down-regulated, while 172 lncRNAs and 738 mRNAs were up-regulated. GO and KEGG analyses showed that the identified DELs and DEMs were enriched in the entries of pathways associated with muscle growth and development. On this basis, we constructed an lncRNA-mRNA interaction network. Interestingly, two candidate DELs (MSTRG.16260.9 and MSTRG.22127.1) had targeting relationships with 16 (MYC, IGFBP5, IGFBP2, MYH4, FGF6, etc.) genes related to muscle growth and development. These results could provide a basis for further studies on the roles of lncRNAs and mRNAs in muscle growth in Gannan yaks and Jeryak breeds.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | - Zhidong Zhao
- Gansu Key Laboratory of Herbivorous Animal Biotechnology, College of Animal Science and Technology, Gansu Agricultural University, Lanzhou 730070, China; (Y.W.); (D.G.); (B.S.)
| | - Jiang Hu
- Gansu Key Laboratory of Herbivorous Animal Biotechnology, College of Animal Science and Technology, Gansu Agricultural University, Lanzhou 730070, China; (Y.W.); (D.G.); (B.S.)
| | | | | | | | | | | |
Collapse
|
3
|
Yang C, Wu L, Guo Y, Li Y, Deng M, Liu D, Liu G, Sun B. Expression profile and bioinformatics analysis of circRNA and its associated ceRNA networks in longissimus dorsi from Lufeng cattle and Leiqiong cattle. BMC Genomics 2023; 24:499. [PMID: 37644462 PMCID: PMC10466722 DOI: 10.1186/s12864-023-09566-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 08/08/2023] [Indexed: 08/31/2023] Open
Abstract
This paper aims to explore the role of circRNA expression profiles and circRNA-associated ceRNA networks in the regulation of myogenesis in the longissimus dorsi of cattle breeds surviving under subtropical conditions in southern China by RNA sequencing and bioinformatics analysis. It also aims to provide comprehensive understanding of the differences in muscle fibers in subtropical cattle breeds and to expand the knowledge of the molecular networks that regulate myogenesis. With regard to meat quality indicators, results showed that the longissimus dorsi of LQC had lower pH (P < 0.0001), lower redness (P < 0.01), lower shear force (P < 0.05), and higher brightness (P < 0.05) than the longissimus dorsi of LFC. With regard to muscle fiber characteristics, the longissimus dorsi of LQC had a smaller diameter (P < 0.0001) and higher density of muscle fibers (P < 0.05). The analysis results show that the function of many circRNA-targeted mRNAs was related to myogenesis and metabolic regulation. Furthermore, in the analysis of the function of circRNA source genes, we hypothesized that btacirc_00497 and btacirc_034497 may regulate the function and type of myofibrils by affecting the expression of MYH6, MYH7, and NEB through competitive linear splicing.
Collapse
Affiliation(s)
- Chuang Yang
- College of Animal Science, South China Agricultural University, No.483 Wushan Road, Guangzhou, 510642, China
| | - Longfei Wu
- College of Animal Science, South China Agricultural University, No.483 Wushan Road, Guangzhou, 510642, China
| | - Yongqing Guo
- College of Animal Science, South China Agricultural University, No.483 Wushan Road, Guangzhou, 510642, China
| | - Yaokun Li
- College of Animal Science, South China Agricultural University, No.483 Wushan Road, Guangzhou, 510642, China
| | - Ming Deng
- College of Animal Science, South China Agricultural University, No.483 Wushan Road, Guangzhou, 510642, China
| | - Dewu Liu
- College of Animal Science, South China Agricultural University, No.483 Wushan Road, Guangzhou, 510642, China
| | - Guangbin Liu
- College of Animal Science, South China Agricultural University, No.483 Wushan Road, Guangzhou, 510642, China.
| | - Baoli Sun
- College of Animal Science, South China Agricultural University, No.483 Wushan Road, Guangzhou, 510642, China.
| |
Collapse
|
4
|
Wang K, Liufu S, Yu Z, Xu X, Ai N, Li X, Liu X, Chen B, Zhang Y, Ma H, Yin Y. miR-100-5p Regulates Skeletal Muscle Myogenesis through the Trib2/mTOR/S6K Signaling Pathway. Int J Mol Sci 2023; 24:ijms24108906. [PMID: 37240251 DOI: 10.3390/ijms24108906] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 05/11/2023] [Accepted: 05/15/2023] [Indexed: 05/28/2023] Open
Abstract
MicroRNAs (miRNAs) are endogenous small non-coding RNAs that play crucial regulatory roles in many biological processes, including the growth and development of skeletal muscle. miRNA-100-5p is often associated with tumor cell proliferation and migration. This study aimed to uncover the regulatory mechanism of miRNA-100-5p in myogenesis. In our study, we found that the miRNA-100-5p expression level was significantly higher in muscle tissue than in other tissues in pigs. Functionally, this study shows that miR-100-5p overexpression significantly promotes the proliferation and inhibits the differentiation of C2C12 myoblasts, whereas miR-100-5p inhibition results in the opposite effects. Bioinformatic analysis predicted that Trib2 has potential binding sites for miR-100-5p at the 3'UTR region. A dual-luciferase assay, qRT-qPCR, and Western blot confirmed that Trib2 is a target gene of miR-100-5p. We further explored the function of Trib2 in myogenesis and found that Trib2 knockdown markedly facilitated proliferation but suppressed the differentiation of C2C12 myoblasts, which is contrary to the effects of miR-100-5p. In addition, co-transfection experiments demonstrated that Trib2 knockdown could attenuate the effects of miR-100-5p inhibition on C2C12 myoblasts differentiation. In terms of the molecular mechanism, miR-100-5p suppressed C2C12 myoblasts differentiation by inactivating the mTOR/S6K signaling pathway. Taken together, our study results indicate that miR-100-5p regulates skeletal muscle myogenesis through the Trib2/mTOR/S6K signaling pathway.
Collapse
Affiliation(s)
- Kaiming Wang
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Sui Liufu
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Zonggang Yu
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Xueli Xu
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Nini Ai
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Xintong Li
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Xiaolin Liu
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Bohe Chen
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Yuebo Zhang
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
| | - Haiming Ma
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou 510642, China
| | - Yulong Yin
- College of Animal Science and Technology, Hunan Agricultural University, Changsha 410128, China
- Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha 410125, China
| |
Collapse
|
5
|
Kolodziej F, McDonagh B, Burns N, Goljanek-Whysall K. MicroRNAs as the Sentinels of Redox and Hypertrophic Signalling. Int J Mol Sci 2022; 23:ijms232314716. [PMID: 36499053 PMCID: PMC9737617 DOI: 10.3390/ijms232314716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 11/22/2022] [Accepted: 11/23/2022] [Indexed: 11/26/2022] Open
Abstract
Oxidative stress and inflammation are associated with skeletal muscle function decline with ageing or disease or inadequate exercise and/or poor diet. Paradoxically, reactive oxygen species and inflammatory cytokines are key for mounting the muscular and systemic adaptive responses to endurance and resistance exercise. Both ageing and lifestyle-related metabolic dysfunction are strongly linked to exercise redox and hypertrophic insensitivity. The adaptive inability and consequent exercise intolerance may discourage people from physical training resulting in a vicious cycle of under-exercising, energy surplus, chronic mitochondrial stress, accelerated functional decline and increased susceptibility to serious diseases. Skeletal muscles are malleable and dynamic organs, rewiring their metabolism depending on the metabolic or mechanical stress resulting in a specific phenotype. Endogenous RNA silencing molecules, microRNAs, are regulators of these metabolic/phenotypic shifts in skeletal muscles. Skeletal muscle microRNA profiles at baseline and in response to exercise have been observed to differ between adult and older people, as well as trained vs. sedentary individuals. Likewise, the circulating microRNA blueprint varies based on age and training status. Therefore, microRNAs emerge as key regulators of metabolic health/capacity and hormetic adaptability. In this narrative review, we summarise the literature exploring the links between microRNAs and skeletal muscle, as well as systemic adaptation to exercise. We expand a mathematical model of microRNA burst during adaptation to exercise through supporting data from the literature. We describe a potential link between the microRNA-dependent regulation of redox-signalling sensitivity and the ability to mount a hypertrophic response to exercise or nutritional cues. We propose a hypothetical model of endurance exercise-induced microRNA "memory cloud" responsible for establishing a landscape conducive to aerobic as well as anabolic adaptation. We suggest that regular aerobic exercise, complimented by a healthy diet, in addition to promoting mitochondrial health and hypertrophic/insulin sensitivity, may also suppress the glycolytic phenotype and mTOR signalling through miRNAs which in turn promote systemic metabolic health.
Collapse
Affiliation(s)
- Filip Kolodziej
- Department of Physiology, School of Medicine, CMNHS, University of Galway, H91TK33 Galway, Ireland
| | - Brian McDonagh
- Department of Physiology, School of Medicine, CMNHS, University of Galway, H91TK33 Galway, Ireland
| | - Nicole Burns
- Department of Physiology, School of Medicine, CMNHS, University of Galway, H91TK33 Galway, Ireland
| | - Katarzyna Goljanek-Whysall
- Department of Physiology, School of Medicine, CMNHS, University of Galway, H91TK33 Galway, Ireland
- Institute of Life Course and Medical Science, University of Liverpool, Liverpool L69 3BX, UK
| |
Collapse
|
6
|
Samani A, Hightower RM, Reid AL, English KG, Lopez MA, Doyle JS, Conklin MJ, Schneider DA, Bamman MM, Widrick JJ, Crossman DK, Xie M, Jee D, Lai EC, Alexander MS. miR-486 is essential for muscle function and suppresses a dystrophic transcriptome. Life Sci Alliance 2022; 5:e202101215. [PMID: 35512829 PMCID: PMC9087951 DOI: 10.26508/lsa.202101215] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 04/19/2022] [Accepted: 04/20/2022] [Indexed: 02/02/2023] Open
Abstract
miR-486 is a muscle-enriched microRNA, or "myomiR," that has reduced expression correlated with Duchenne muscular dystrophy (DMD). To determine the function of miR-486 in normal and dystrophin-deficient muscles and elucidate miR-486 target transcripts in skeletal muscle, we characterized mir-486 knockout mice (mir-486 KO). mir-486 KO mice developed disrupted myofiber architecture, decreased myofiber size, decreased locomotor activity, increased cardiac fibrosis, and metabolic defects were exacerbated in mir-486 KO:mdx 5cv (DKO) mice. To identify direct in vivo miR-486 muscle target transcripts, we integrated RNA sequencing and chimeric miRNA eCLIP sequencing to identify key transcripts and pathways that contribute towards mir-486 KO and dystrophic disease pathologies. These targets included known and novel muscle metabolic and dystrophic structural remodeling factors of muscle and skeletal muscle contractile transcript targets. Together, our studies identify miR-486 as essential for normal muscle function, a driver of pathological remodeling in dystrophin-deficient muscle, a useful biomarker for dystrophic disease progression, and highlight the use of multiple omic platforms to identify in vivo microRNA target transcripts.
Collapse
Affiliation(s)
- Adrienne Samani
- Department of Pediatrics, Division of Neurology at Children's of Alabama and the University of Alabama at Birmingham, Birmingham, AL, USA
| | - Rylie M Hightower
- Department of Pediatrics, Division of Neurology at Children's of Alabama and the University of Alabama at Birmingham, Birmingham, AL, USA
- University of Alabama at Birmingham Center for Exercise Medicine (UCEM), Birmingham, AL, USA
| | - Andrea L Reid
- Department of Pediatrics, Division of Neurology at Children's of Alabama and the University of Alabama at Birmingham, Birmingham, AL, USA
| | - Katherine G English
- Department of Pediatrics, Division of Neurology at Children's of Alabama and the University of Alabama at Birmingham, Birmingham, AL, USA
| | - Michael A Lopez
- Department of Pediatrics, Division of Neurology at Children's of Alabama and the University of Alabama at Birmingham, Birmingham, AL, USA
- University of Alabama at Birmingham Center for Exercise Medicine (UCEM), Birmingham, AL, USA
| | - J Scott Doyle
- Department of Orthopedic Surgery, at the University of Alabama at Birmingham, Birmingham, AL, USA
| | - Michael J Conklin
- Department of Orthopedic Surgery, at the University of Alabama at Birmingham, Birmingham, AL, USA
| | - David A Schneider
- Department of Biochemistry and Molecular Genetics at the University of Alabama at Birmingham, Birmingham, AL, USA
| | - Marcas M Bamman
- University of Alabama at Birmingham Center for Exercise Medicine (UCEM), Birmingham, AL, USA
| | - Jeffrey J Widrick
- Division of Genetics and Genomics at Boston Children's Hospital, Boston, MA, USA
| | - David K Crossman
- Department of Genetics, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Min Xie
- Division of Cardiovascular Disease, Department of Medicine, University of Alabama at Birmingham, School of Medicine, Birmingham, AL, USA
| | - David Jee
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
- Weill Graduate School of Medical Sciences, Cornell University, New York, NY, USA
| | - Eric C Lai
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
- Weill Graduate School of Medical Sciences, Cornell University, New York, NY, USA
| | - Matthew S Alexander
- Department of Pediatrics, Division of Neurology at Children's of Alabama and the University of Alabama at Birmingham, Birmingham, AL, USA
- University of Alabama at Birmingham Center for Exercise Medicine (UCEM), Birmingham, AL, USA
- Department of Genetics, University of Alabama at Birmingham, Birmingham, AL, USA
- UAB Civitan International Research Center (CIRC), at the University of Alabama at Birmingham, Birmingham, AL, USA
| |
Collapse
|
7
|
Wan R, Hussain A, Behfar A, Moran SL, Zhao C. The Therapeutic Potential of Exosomes in Soft Tissue Repair and Regeneration. Int J Mol Sci 2022; 23:ijms23073869. [PMID: 35409228 PMCID: PMC8998690 DOI: 10.3390/ijms23073869] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 03/28/2022] [Accepted: 03/28/2022] [Indexed: 12/12/2022] Open
Abstract
Soft tissue defects are common following trauma and tumor extirpation. These injuries can result in poor functional recovery and lead to a diminished quality of life. The healing of skin and muscle is a complex process that, at present, leads to incomplete recovery and scarring. Regenerative medicine may offer the opportunity to improve the healing process and functional outcomes. Barriers to regenerative strategies have included cost, regulatory hurdles, and the need for cell-based therapies. In recent years, exosomes, or extracellular vesicles, have gained tremendous attention in the field of soft tissue repair and regeneration. These nanosized extracellular particles (30-140 nm) can break the cellular boundaries, as well as facilitate intracellular signal delivery in various regenerative physiologic and pathologic processes. Existing studies have established the potential of exosomes in regenerating tendons, skeletal muscles, and peripheral nerves through different mechanisms, including promoting myogenesis, increasing tenocyte differentiation and enhancing neurite outgrowth, and the proliferation of Schwann cells. These exosomes can be stored for immediate use in the operating room, and can be produced cost efficiently. In this article, we critically review the current advances of exosomes in soft tissue (tendons, skeletal muscles, and peripheral nerves) healing. Additionally, new directions for clinical applications in the future will be discussed.
Collapse
Affiliation(s)
- Rou Wan
- Division of Plastic Surgery, Mayo Clinic, Rochester, MN 55905, USA; (R.W.); (A.H.); (S.L.M.)
| | - Arif Hussain
- Division of Plastic Surgery, Mayo Clinic, Rochester, MN 55905, USA; (R.W.); (A.H.); (S.L.M.)
| | - Atta Behfar
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN 55905, USA;
- Van Cleve Cardiac Regenerative Medicine Program, Center for Regenerative Medicine, Mayo Clinic, Rochester, MN 55905, USA
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Steven L. Moran
- Division of Plastic Surgery, Mayo Clinic, Rochester, MN 55905, USA; (R.W.); (A.H.); (S.L.M.)
| | - Chunfeng Zhao
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA
- Correspondence:
| |
Collapse
|